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<a href="mt19937ar_8c.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="comment">/* </span></div>
<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="comment">   A C-program for MT19937, with initialization improved 2002/1/26.</span></div>
<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="comment">   Coded by Takuji Nishimura and Makoto Matsumoto.</span></div>
<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="comment">   Before using, initialize the state by using init_genrand(seed)  </span></div>
<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="comment">   or init_by_array(init_key, key_length).</span></div>
<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="comment">   Copyright (C) 1997 - 2002, Makoto Matsumoto and Takuji Nishimura,</span></div>
<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="comment">   All rights reserved.                          </span></div>
<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="comment">   Redistribution and use in source and binary forms, with or without</span></div>
<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="comment">   modification, are permitted provided that the following conditions</span></div>
<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="comment">   are met:</span></div>
<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="comment">     1. Redistributions of source code must retain the above copyright</span></div>
<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="comment">        notice, this list of conditions and the following disclaimer.</span></div>
<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="comment">     2. Redistributions in binary form must reproduce the above copyright</span></div>
<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="comment">        notice, this list of conditions and the following disclaimer in the</span></div>
<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="comment">        documentation and/or other materials provided with the distribution.</span></div>
<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="comment">     3. The names of its contributors may not be used to endorse or promote </span></div>
<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="comment">        products derived from this software without specific prior written </span></div>
<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="comment">        permission.</span></div>
<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="comment">   THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS</span></div>
<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="comment">   &quot;AS IS&quot; AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT</span></div>
<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="comment">   LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR</span></div>
<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="comment">   A PARTICULAR PURPOSE ARE DISCLAIMED.  IN NO EVENT SHALL THE COPYRIGHT OWNER OR</span></div>
<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="comment">   CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,</span></div>
<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="comment">   EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,</span></div>
<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="comment">   PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR</span></div>
<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="comment">   PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF</span></div>
<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="comment">   LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING</span></div>
<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="comment">   NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS</span></div>
<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="comment">   SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.</span></div>
<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="comment"></span> </div>
<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="comment">   Any feedback is very welcome.</span></div>
<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="comment">   http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/emt.html</span></div>
<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="comment">   email: m-mat @ math.sci.hiroshima-u.ac.jp (remove space)</span></div>
<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="comment">*/</span></div>
<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160; </div>
<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#include &lt;stdio.h&gt;</span></div>
<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160; </div>
<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="comment">/* Period parameters */</span>  </div>
<div class="line"><a name="l00047"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">   47</a></span>&#160;<span class="preprocessor">#define N 624</span></div>
<div class="line"><a name="l00048"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#a52037c938e3c1b126c6277da5ca689d0">   48</a></span>&#160;<span class="preprocessor">#define M 397</span></div>
<div class="line"><a name="l00049"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#a376c3581bae3c2367fc9ce694e5a8949">   49</a></span>&#160;<span class="preprocessor">#define MATRIX_A 0x9908b0dfUL   </span><span class="comment">/* constant vector a */</span><span class="preprocessor"></span></div>
<div class="line"><a name="l00050"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#a39bc458849360f8f371b54c4365d397f">   50</a></span>&#160;<span class="preprocessor">#define UPPER_MASK 0x80000000UL </span><span class="comment">/* most significant w-r bits */</span><span class="preprocessor"></span></div>
<div class="line"><a name="l00051"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#a4ddd8cab3564b7a86a4b0e52ba08f70e">   51</a></span>&#160;<span class="preprocessor">#define LOWER_MASK 0x7fffffffUL </span><span class="comment">/* least significant r bits */</span><span class="preprocessor"></span></div>
<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160; </div>
<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="preprocessor">#ifdef __cplusplus</span></div>
<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;<span class="keyword">extern</span> <span class="stringliteral">&quot;C&quot;</span> {</div>
<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">#endif</span></div>
<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160; </div>
<div class="line"><a name="l00057"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">   57</a></span>&#160;<span class="keyword">static</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">long</span> <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>]; <span class="comment">/* the array for the state vector  */</span></div>
<div class="line"><a name="l00058"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">   58</a></span>&#160;<span class="keyword">static</span> <span class="keywordtype">int</span> <a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>=<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>+1; <span class="comment">/* mti==N+1 means mt[N] is not initialized */</span></div>
<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160; </div>
<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="comment">/* initializes mt[N] with a seed */</span></div>
<div class="line"><a name="l00061"></a><span class="lineno"><a class="line" href="mt19937ar_8h.html#a57af1d02a3fb56a949fb4c258f0bc066">   61</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="mt19937ar_8c.html#a57af1d02a3fb56a949fb4c258f0bc066">init_genrand</a>(<span class="keywordtype">unsigned</span> <span class="keywordtype">long</span> s)</div>
<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;{</div>
<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;    <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[0]= s &amp; 0xffffffffUL;</div>
<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>=1; <a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>&lt;<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>; <a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>++) {</div>
<div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>] = </div>
<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;            (1812433253UL * (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>-1] ^ (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>-1] &gt;&gt; 30)) + <a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>); </div>
<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        <span class="comment">/* See Knuth TAOCP Vol2. 3rd Ed. P.106 for multiplier. */</span></div>
<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;        <span class="comment">/* In the previous versions, MSBs of the seed affect   */</span></div>
<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="comment">/* only MSBs of the array mt[].                        */</span></div>
<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        <span class="comment">/* 2002/01/09 modified by Makoto Matsumoto             */</span></div>
<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;        <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>] &amp;= 0xffffffffUL;</div>
<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;        <span class="comment">/* for &gt;32 bit machines */</span></div>
<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;    }</div>
<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;}</div>
<div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160; </div>
<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="comment">/* initialize by an array with array-length */</span></div>
<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;<span class="comment">/* init_key is the array for initializing keys */</span></div>
<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;<span class="comment">/* key_length is its length */</span></div>
<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;<span class="comment">/* slight change for C++, 2004/2/26 */</span></div>
<div class="line"><a name="l00080"></a><span class="lineno"><a class="line" href="mt19937ar_8h.html#ac1283f9b1ed571332f5ffe53545ffc16">   80</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="mt19937ar_8c.html#ac1283f9b1ed571332f5ffe53545ffc16">init_by_array</a>(<span class="keywordtype">unsigned</span> <span class="keywordtype">long</span> init_key[], <span class="keywordtype">int</span> key_length)</div>
<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;{</div>
<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    <span class="keywordtype">int</span> i, j, k;</div>
<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    <a class="code" href="mt19937ar_8c.html#a57af1d02a3fb56a949fb4c258f0bc066">init_genrand</a>(19650218UL);</div>
<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;    i=1; j=0;</div>
<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;    k = (<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>&gt;key_length ? <a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a> : key_length);</div>
<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;    <span class="keywordflow">for</span> (; k; k--) {</div>
<div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;        <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i] = (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i] ^ ((<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i-1] ^ (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i-1] &gt;&gt; 30)) * 1664525UL))</div>
<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;          + init_key[j] + j; <span class="comment">/* non linear */</span></div>
<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i] &amp;= 0xffffffffUL; <span class="comment">/* for WORDSIZE &gt; 32 machines */</span></div>
<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;        i++; j++;</div>
<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keywordflow">if</span> (i&gt;=<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>) { <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[0] = <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>-1]; i=1; }</div>
<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordflow">if</span> (j&gt;=key_length) j=0;</div>
<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;    }</div>
<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;    <span class="keywordflow">for</span> (k=<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>-1; k; k--) {</div>
<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i] = (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i] ^ ((<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i-1] ^ (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i-1] &gt;&gt; 30)) * 1566083941UL))</div>
<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;          - i; <span class="comment">/* non linear */</span></div>
<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[i] &amp;= 0xffffffffUL; <span class="comment">/* for WORDSIZE &gt; 32 machines */</span></div>
<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;        i++;</div>
<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;        <span class="keywordflow">if</span> (i&gt;=<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>) { <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[0] = <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>-1]; i=1; }</div>
<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;    }</div>
<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160; </div>
<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;    <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[0] = 0x80000000UL; <span class="comment">/* MSB is 1; assuring non-zero initial array */</span> </div>
<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;}</div>
<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160; </div>
<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;<span class="comment">/* generates a random number on [0,0xffffffff]-interval */</span></div>
<div class="line"><a name="l00106"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">  106</a></span>&#160;<span class="keywordtype">unsigned</span> <span class="keywordtype">long</span> <a class="code" href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">genrand_int32</a>(<span class="keywordtype">void</span>)</div>
<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;{</div>
<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;    <span class="keywordtype">unsigned</span> <span class="keywordtype">long</span> y;</div>
<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;    <span class="keyword">static</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">long</span> mag01[2]={0x0UL, <a class="code" href="mt19937ar_8c.html#a376c3581bae3c2367fc9ce694e5a8949">MATRIX_A</a>};</div>
<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    <span class="comment">/* mag01[x] = x * MATRIX_A  for x=0,1 */</span></div>
<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160; </div>
<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;    <span class="keywordflow">if</span> (<a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a> &gt;= <a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>) { <span class="comment">/* generate N words at one time */</span></div>
<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;        <span class="keywordtype">int</span> kk;</div>
<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160; </div>
<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;        <span class="keywordflow">if</span> (<a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a> == <a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>+1)   <span class="comment">/* if init_genrand() has not been called, */</span></div>
<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;            <a class="code" href="mt19937ar_8c.html#a57af1d02a3fb56a949fb4c258f0bc066">init_genrand</a>(5489UL); <span class="comment">/* a default initial seed is used */</span></div>
<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160; </div>
<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;        <span class="keywordflow">for</span> (kk=0;kk&lt;<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>-<a class="code" href="mt19937ar_8c.html#a52037c938e3c1b126c6277da5ca689d0">M</a>;kk++) {</div>
<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;            y = (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[kk]&amp;<a class="code" href="mt19937ar_8c.html#a39bc458849360f8f371b54c4365d397f">UPPER_MASK</a>)|(<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[kk+1]&amp;<a class="code" href="mt19937ar_8c.html#a4ddd8cab3564b7a86a4b0e52ba08f70e">LOWER_MASK</a>);</div>
<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;            <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[kk] = <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[kk+<a class="code" href="mt19937ar_8c.html#a52037c938e3c1b126c6277da5ca689d0">M</a>] ^ (y &gt;&gt; 1) ^ mag01[y &amp; 0x1UL];</div>
<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;        }</div>
<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;        <span class="keywordflow">for</span> (;kk&lt;<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>-1;kk++) {</div>
<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;            y = (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[kk]&amp;<a class="code" href="mt19937ar_8c.html#a39bc458849360f8f371b54c4365d397f">UPPER_MASK</a>)|(<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[kk+1]&amp;<a class="code" href="mt19937ar_8c.html#a4ddd8cab3564b7a86a4b0e52ba08f70e">LOWER_MASK</a>);</div>
<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;            <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[kk] = <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[kk+(<a class="code" href="mt19937ar_8c.html#a52037c938e3c1b126c6277da5ca689d0">M</a>-<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>)] ^ (y &gt;&gt; 1) ^ mag01[y &amp; 0x1UL];</div>
<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;        }</div>
<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        y = (<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>-1]&amp;<a class="code" href="mt19937ar_8c.html#a39bc458849360f8f371b54c4365d397f">UPPER_MASK</a>)|(<a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[0]&amp;<a class="code" href="mt19937ar_8c.html#a4ddd8cab3564b7a86a4b0e52ba08f70e">LOWER_MASK</a>);</div>
<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;        <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a>-1] = <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a52037c938e3c1b126c6277da5ca689d0">M</a>-1] ^ (y &gt;&gt; 1) ^ mag01[y &amp; 0x1UL];</div>
<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160; </div>
<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a> = 0;</div>
<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    }</div>
<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;  </div>
<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    y = <a class="code" href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a>[<a class="code" href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a>++];</div>
<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160; </div>
<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    <span class="comment">/* Tempering */</span></div>
<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    y ^= (y &gt;&gt; 11);</div>
<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    y ^= (y &lt;&lt; 7) &amp; 0x9d2c5680UL;</div>
<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    y ^= (y &lt;&lt; 15) &amp; 0xefc60000UL;</div>
<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    y ^= (y &gt;&gt; 18);</div>
<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160; </div>
<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <span class="keywordflow">return</span> y;</div>
<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;}</div>
<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160; </div>
<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;<span class="comment">/* generates a random number on [0,0x7fffffff]-interval */</span></div>
<div class="line"><a name="l00144"></a><span class="lineno"><a class="line" href="mt19937ar_8c.html#a6339fb46fb539f173518a6367f6616bd">  144</a></span>&#160;<span class="keywordtype">long</span> <a class="code" href="mt19937ar_8c.html#a6339fb46fb539f173518a6367f6616bd">genrand_int31</a>(<span class="keywordtype">void</span>)</div>
<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;{</div>
<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    <span class="keywordflow">return</span> (<span class="keywordtype">long</span>)(<a class="code" href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">genrand_int32</a>()&gt;&gt;1);</div>
<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;}</div>
<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160; </div>
<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;<span class="comment">/* generates a random number on [0,1]-real-interval */</span></div>
<div class="line"><a name="l00150"></a><span class="lineno"><a class="line" href="mt19937ar_8h.html#ac94ab75771800274ed1a2bedeca86f04">  150</a></span>&#160;<span class="keywordtype">double</span> <a class="code" href="mt19937ar_8c.html#ac94ab75771800274ed1a2bedeca86f04">genrand_real1</a>(<span class="keywordtype">void</span>)</div>
<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;{</div>
<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;    <span class="keywordflow">return</span> <a class="code" href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">genrand_int32</a>()*(1.0/4294967295.0); </div>
<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;    <span class="comment">/* divided by 2^32-1 */</span> </div>
<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;}</div>
<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160; </div>
<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;<span class="comment">/* generates a random number on [0,1)-real-interval */</span></div>
<div class="line"><a name="l00157"></a><span class="lineno"><a class="line" href="mt19937ar_8h.html#a4ee58afbdf91669ff8a15fc19e627bea">  157</a></span>&#160;<span class="keywordtype">double</span> <a class="code" href="mt19937ar_8c.html#a4ee58afbdf91669ff8a15fc19e627bea">genrand_real2</a>(<span class="keywordtype">void</span>)</div>
<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;{</div>
<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;    <span class="keywordflow">return</span> <a class="code" href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">genrand_int32</a>()*(1.0/4294967296.0); </div>
<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    <span class="comment">/* divided by 2^32 */</span></div>
<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;}</div>
<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160; </div>
<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;<span class="comment">/* generates a random number on (0,1)-real-interval */</span></div>
<div class="line"><a name="l00164"></a><span class="lineno"><a class="line" href="mt19937ar_8h.html#ab1a90aa68ebfcd712cb05ed9061ecf44">  164</a></span>&#160;<span class="keywordtype">double</span> <a class="code" href="mt19937ar_8c.html#ab1a90aa68ebfcd712cb05ed9061ecf44">genrand_real3</a>(<span class="keywordtype">void</span>)</div>
<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;{</div>
<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;    <span class="keywordflow">return</span> (((<span class="keywordtype">double</span>)<a class="code" href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">genrand_int32</a>()) + 0.5)*(1.0/4294967296.0); </div>
<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;    <span class="comment">/* divided by 2^32 */</span></div>
<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;}</div>
<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160; </div>
<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;<span class="comment">/* generates a random number on [0,1) with 53-bit resolution*/</span></div>
<div class="line"><a name="l00171"></a><span class="lineno"><a class="line" href="mt19937ar_8h.html#ac821d41970276e53e85bde08b24536b8">  171</a></span>&#160;<span class="keywordtype">double</span> <a class="code" href="mt19937ar_8c.html#ac821d41970276e53e85bde08b24536b8">genrand_res53</a>(<span class="keywordtype">void</span>) </div>
<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;{ </div>
<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;    <span class="keywordtype">unsigned</span> <span class="keywordtype">long</span> a=<a class="code" href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">genrand_int32</a>()&gt;&gt;5, b=<a class="code" href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">genrand_int32</a>()&gt;&gt;6; </div>
<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    <span class="keywordflow">return</span>(a*67108864.0+b)*(1.0/9007199254740992.0); </div>
<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;} </div>
<div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;<span class="comment">/* These real versions are due to Isaku Wada, 2002/01/09 added */</span></div>
<div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160; </div>
<div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;<span class="preprocessor">#ifdef __cplusplus</span></div>
<div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;}</div>
<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;<span class="preprocessor">#endif</span></div>
</div><!-- fragment --></div><!-- contents -->
<div class="ttc" id="amt19937ar_8c_html_ac821d41970276e53e85bde08b24536b8"><div class="ttname"><a href="mt19937ar_8c.html#ac821d41970276e53e85bde08b24536b8">genrand_res53</a></div><div class="ttdeci">double genrand_res53(void)</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00171">mt19937ar.c:171</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_ac1283f9b1ed571332f5ffe53545ffc16"><div class="ttname"><a href="mt19937ar_8c.html#ac1283f9b1ed571332f5ffe53545ffc16">init_by_array</a></div><div class="ttdeci">void init_by_array(unsigned long init_key[], int key_length)</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00080">mt19937ar.c:80</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a2b30ec504bc40c51320d14da9dfab43b"><div class="ttname"><a href="mt19937ar_8c.html#a2b30ec504bc40c51320d14da9dfab43b">genrand_int32</a></div><div class="ttdeci">unsigned long genrand_int32(void)</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00106">mt19937ar.c:106</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a57af1d02a3fb56a949fb4c258f0bc066"><div class="ttname"><a href="mt19937ar_8c.html#a57af1d02a3fb56a949fb4c258f0bc066">init_genrand</a></div><div class="ttdeci">void init_genrand(unsigned long s)</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00061">mt19937ar.c:61</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_ab1a90aa68ebfcd712cb05ed9061ecf44"><div class="ttname"><a href="mt19937ar_8c.html#ab1a90aa68ebfcd712cb05ed9061ecf44">genrand_real3</a></div><div class="ttdeci">double genrand_real3(void)</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00164">mt19937ar.c:164</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a52037c938e3c1b126c6277da5ca689d0"><div class="ttname"><a href="mt19937ar_8c.html#a52037c938e3c1b126c6277da5ca689d0">M</a></div><div class="ttdeci">#define M</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00048">mt19937ar.c:48</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a376c3581bae3c2367fc9ce694e5a8949"><div class="ttname"><a href="mt19937ar_8c.html#a376c3581bae3c2367fc9ce694e5a8949">MATRIX_A</a></div><div class="ttdeci">#define MATRIX_A</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00049">mt19937ar.c:49</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_aff3cefd0011b487c57a7af7cb3bc499f"><div class="ttname"><a href="mt19937ar_8c.html#aff3cefd0011b487c57a7af7cb3bc499f">mt</a></div><div class="ttdeci">static unsigned long mt[N]</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00057">mt19937ar.c:57</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a0893639c022032e006e5b13378f7b4b2"><div class="ttname"><a href="mt19937ar_8c.html#a0893639c022032e006e5b13378f7b4b2">mti</a></div><div class="ttdeci">static int mti</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00058">mt19937ar.c:58</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a6339fb46fb539f173518a6367f6616bd"><div class="ttname"><a href="mt19937ar_8c.html#a6339fb46fb539f173518a6367f6616bd">genrand_int31</a></div><div class="ttdeci">long genrand_int31(void)</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00144">mt19937ar.c:144</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_ac94ab75771800274ed1a2bedeca86f04"><div class="ttname"><a href="mt19937ar_8c.html#ac94ab75771800274ed1a2bedeca86f04">genrand_real1</a></div><div class="ttdeci">double genrand_real1(void)</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00150">mt19937ar.c:150</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a0240ac851181b84ac374872dc5434ee4"><div class="ttname"><a href="mt19937ar_8c.html#a0240ac851181b84ac374872dc5434ee4">N</a></div><div class="ttdeci">#define N</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00047">mt19937ar.c:47</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a39bc458849360f8f371b54c4365d397f"><div class="ttname"><a href="mt19937ar_8c.html#a39bc458849360f8f371b54c4365d397f">UPPER_MASK</a></div><div class="ttdeci">#define UPPER_MASK</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00050">mt19937ar.c:50</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a4ddd8cab3564b7a86a4b0e52ba08f70e"><div class="ttname"><a href="mt19937ar_8c.html#a4ddd8cab3564b7a86a4b0e52ba08f70e">LOWER_MASK</a></div><div class="ttdeci">#define LOWER_MASK</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00051">mt19937ar.c:51</a></div></div>
<div class="ttc" id="amt19937ar_8c_html_a4ee58afbdf91669ff8a15fc19e627bea"><div class="ttname"><a href="mt19937ar_8c.html#a4ee58afbdf91669ff8a15fc19e627bea">genrand_real2</a></div><div class="ttdeci">double genrand_real2(void)</div><div class="ttdef"><b>Definition:</b> <a href="mt19937ar_8c_source.html#l00157">mt19937ar.c:157</a></div></div>
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